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An Optimization Model for Network Calibration Using Capacity and Initial Travel Speed of Volume-Delay Functions

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  • URLhttps://db.koreascholar.com/Article/Detail/405342
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한국도로학회논문집 (International journal of highway engineering)
한국도로학회 (Korean Society of Road Engineers)
초록

PURPOSES : The purpose of this study is to build an optimization model using the capacity and initial travel speed of the volume delay functions for network calibration performed in the traffic demand analysis process.
METHODS : The optimization model contains an error term between the observed traffic volume and estimated traffic volume, based on the user equilibrium principle, and was constructed as a bi-level model by applying range constraints on capacity and travel time. In addition, we searched the split section to apply the method of adjusting the section instead of adjusting the single link. The optimization model is constructed by applying the warm-start method using the bush of the origin-based model so that parameter adjustment and traffic assignment are repeatedly executed within the model and the convergence of the model configured %RSSE.
RESULTS : As a result of analysis using the toy network, the optimization model is that the observed traffic volume is estimated when there are no restrictions and, when the constraint conditions were set, the error with the observed traffic volume and error rate was significantly reduced. As a result of the comparative analysis of the trial-and-error methods, KTDB optimum values, and optimization models in empirical analysis using a large-scale network, the evaluation indexes (e.g., RMSE and %RMSE) were significantly improved by applying the optimization model.
CONCLUSIONS : Based on the empirical analysis, the optimization model of this study can be applied to large-scale networks and it is expected that the efficiency and reliability of road network calibration will be improved by repeatedly performing parameter adjustment and traffic assignment within the model.

목차
ABSTRACT
1. 서론
    1.1. 연구 배경 및 목적
    1.2. 연구 범위
2. 선행 연구 고찰
    2.1. 기존 연구와의 차별성
3. 파라미터 최적화 모형 구축
    3.1. 최적화 모형 구조
    3.2. 최적화 모형 구축
4. 모형 검증
    4.1. 검증 방법 및 시나리오 설정
    4.2. 모형 검증 결과
5. 대규모 네트워크의 적용 가능성 검토
    5.1. 분석 자료 검토
    5.2. 네트워크 파라미터 정산 결과 비교
6. 결론 및 연구의 한계
REFERENCES
저자
  • 홍기만(한국건설기술연구원) | Hong Kiman
  • 김태균(경기연구원) | Kim Taegyun
  • 조중래(명지대학교) | Cho Joongrae
  • 홍영석(명지대학교 산학협력단) | Hong Youngsuk 교신저자